permalink rewrite

I would like to know how to change the permalink to something else beside the default settings. I have a portfolio page and it displays /portfolio/gallery/bw/#gallery
the page is portfolio and how can I remove the gallery from the url?
-Scot

https://wordpress.org/plugins/foogallery/